AI Engineering & FDE Toolkits

Sixteen fill-in templates plus a complete worked engagement: discovery questionnaire, use-case scoring model, POC scope and definition of done, success-metric contract, architecture decision record, data readiness, security discovery, integration, POC-to-production, stakeholder update, executive demo script, post-POC memo and risk register.

30 decomposition prompts with Bad / Good / Great rubrics, 10 client-simulation scripts with role-play notes, a system design worksheet for customer deployments, a behavioural story bank template, a company loop cheat sheet and a 14-day study plan.

Approval policy-as-code starter in Python, agent identity and least-privilege checklist, 90-day agent pilot plan, SIEM audit log schema, agent evaluation scorecard and a vendor evaluation worksheet for Dots, Muse, Grok Bot, Gemini Spark and Copilot.

A 10-slide executive deck outline, assumptions register with confidence levels, option and vendor scorecard (including do nothing), steering-committee one-pager and benefits tracking plan. Pairs with the free AI Business Case Builder.

FDE résumé template with worked bullets, a portfolio capstone spec with a synthetic dataset, recruiter and referral outreach scripts, and a 90-day plan for your first FDE job.

Facilitator guide for the 18-week cohort, weekly exercises, assessment rubrics for every checkpoint, and a manager progress tracker spreadsheet.

Interview questions across LLM fundamentals, RAG, agents, evaluation, production, system design, observability, security and cost. Each includes what the interviewer is testing, a strong answer structure, weak-answer signs and follow-ups. Plus a 30-day prep schedule and mock interview prompts.

Ingestion pipeline design, chunking decision matrix, embedding selection guide, vector DB decision matrix, metadata schema, retrieval evaluation template, golden eval dataset template, hallucination testing checklist, observability and security checklists, cost model spreadsheet and production-readiness checklist.

Agent architecture templates, tool definition schemas, agent loop reference implementations, memory designs, MCP server templates, agent evaluation rubrics, debugging playbooks and an incident response runbook.

Architecture diagrams for production RAG, agentic RAG, multi-agent workflows, LLM gateways, evaluation platforms, support agents, human-in-the-loop agents, observability and AI security gateways. Each with when to use it, trade-offs, technology choices and failure modes.

RAG, prompt engineering, embeddings, vector DB selection, agent patterns, evaluation metrics, MCP, guardrails, context engineering and production readiness. Print-ready PDFs.